import os from collections import Counter def count_yolo_stats(label_dir, class_names): counts = Counter() files = [f for f in os.listdir(label_dir) if f.endswith('.txt')] image_count = len(files) for file in files: with open(os.path.join(label_dir, file), 'r') as f: for line in f: parts = line.split() if parts: class_id = int(parts[0]) if class_id < len(class_names): counts[class_id] += 1 instance_counts = {class_names[i]: counts[i] for i in range(len(class_names))} return image_count, instance_counts # --- SETTINGS --- CLASSES = ["bubble"] for split in ['train', 'val']: path = f'../../tinybubble/yolo_det/{split}/labels' if os.path.exists(path): img_qty, inst_qty = count_yolo_stats(path, CLASSES) print(f"\n--- {split.upper()} SET ---") print(f"Total Images: {img_qty}") for cls, count in inst_qty.items(): print(f"Total {cls}s: {count}") avg = count / img_qty if img_qty > 0 else 0 print(f"Avg per Image: {avg:.2f}") else: print(f"Path not found: {path}")